Megha J. et al. 2026. A Lightweight CNN Framework for Real Time Liver Lesion Classification from CT Images with YOLOv8 Guided Localization. International Journal of Computer Information Systems and Industrial Management Applications. 18, 11s (Jul. 2026), 616–628. DOI:https://doi.org/10.70917/ijcisim-2026-3776.